{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Synthesizing time series data\n",
    "### Dr. Tirthajyoti Sarkar, Fremont, CA 94536\n",
    "\n",
    "[___\"Learning Comprehensible Descriptions of Multivariate Time Series\"___](https://pdfs.semanticscholar.org/ea8c/4a2340572e258f179c143bf4bdebac3abf74.pdf)<br>\n",
    "Published in: Proceedings of the Sixteenth International Conference on Machine Learning (ICML), 1999, Pages 454-463 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import random\n",
    "import math\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# cylinder bell funnel based on \"Learning comprehensible descriptions of multivariate time series\"\n",
    "def generate_bell(length, amplitude, default_variance):\n",
    "    bell = np.random.normal(0, default_variance, length) + amplitude * np.arange(length)/length\n",
    "    return bell"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def generate_funnel(length, amplitude, default_variance):\n",
    "    funnel = np.random.normal(0, default_variance, length) + amplitude * np.arange(length)[::-1]/length\n",
    "    return funnel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def generate_cylinder(length, amplitude, default_variance):\n",
    "    cylinder = np.random.normal(0, default_variance, length) + amplitude\n",
    "    return cylinder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "std_generators = [generate_bell, generate_funnel, generate_cylinder]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def generate_pattern_data(length=100, avg_pattern_length=5, avg_amplitude=1, \n",
    "                          default_variance = 1, variance_pattern_length = 10, variance_amplitude = 2, \n",
    "                          generators = std_generators, include_negatives = True):\n",
    "    data = np.random.normal(0, default_variance, length)\n",
    "    current_start = random.randint(0, avg_pattern_length)\n",
    "    current_length = current_length = max(1, math.ceil(random.gauss(avg_pattern_length, variance_pattern_length)))\n",
    "    \n",
    "    while current_start + current_length < length:\n",
    "        generator = random.choice(generators)\n",
    "        current_amplitude = random.gauss(avg_amplitude, variance_amplitude)\n",
    "        \n",
    "        while current_length <= 0:\n",
    "            current_length = -(current_length-1)\n",
    "        pattern = generator(current_length, current_amplitude, default_variance)\n",
    "        \n",
    "        if include_negatives and random.random() > 0.5:\n",
    "            pattern = -1 * pattern\n",
    "            \n",
    "        data[current_start : current_start + current_length] = pattern\n",
    "        \n",
    "        current_start = current_start + current_length + random.randint(0, avg_pattern_length)\n",
    "        current_length = max(1, math.ceil(random.gauss(avg_pattern_length, variance_pattern_length)))\n",
    "    \n",
    "    return np.array(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generate time series and plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "n_data= [50, 150, 500]\n",
    "n_pattern_length = [5,10,20]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from itertools import product\n",
    "config_ = list(product(n_data,n_pattern_length))    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(nrows=3,ncols=3,figsize=(12,9))\n",
    "ax = axes.ravel()\n",
    "i=0\n",
    "for n1,n2 in config_:\n",
    "    data = generate_pattern_data(length=n1,avg_pattern_length=n2)\n",
    "    ax[i].plot(data,color='k')\n",
    "    ax[i].grid(True)\n",
    "    i+=1\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
